Andrew Garfield reprises his role as Peter Parker/Spider-Man in this superhero sequel based on the Marvel Comics characters. By day Peter Parker enjoys an ordinary life, spending time with his girlfriend Gwen (Emma Stone), but by night he flies high amidst New York skyscrapers as he battles evil. The emergence of Electro (Jamie Foxx), a figure with startling power and malevolent intentions, poses Spider-Man his greatest challenge to date, while he also has The Rhino (Paul Giamatti) to keep under control. The unexpected return of his old friend Harry Osborn (Dane DeHaan) is more welcome. Together, the pair come to realise that shadowy corporation Oscorp seems to be responsible for much of the evil they encounter. Can they find a way to put an end to Oscorp's nefarious activities?

A guide to disrupting harmful mindsets and practices in our schools so that students can thrive where they are.In many schools and districts, students of color living in low-income communities are told in simple and covert ways every day that they must leave their communities if they want to be successful. The message may be well-intentioned, but the leave to succeed (L2S) mindset is a dangerous narrative that affects students' sense of self. Students start to wonder: Are low-income or marginalized communities inherently "bad"? What happens to the people who don't "make it out"? Who is worthy of success? Instead, Nancy GutiÉrrez and Roberto Padilla turn the L2S mindset on its head to interrogate how school and district leaders can nurture and support students to find success in their own communities. They share real-world vignettes, reflection questions, and clear and simple tips to build an asset-based, uplifting approach that honors the backgrounds, cultures, and strengths of Black and Brown communities. You will learn how to * Recognize how the L2S mindset is pervasive in many schools. Encourage students to develop their unique stories of self that highlight their cultural backgrounds. Build schools that are innovative, offer a community-rich curriculum, and are held accountable to provide deep learning to all students. Rewrite the dominant narrative in your school system to become a disruptive yet positive force in education. Embrace the moral responsibility to be an equitable, fair, and compassionate leader to all students, no matter their socioeconomic backgrounds. No one is truly served by deficit-based narratives, and for every student to feel valued and affirmed, schools and districts must embrace the idea that any student in any school can stay in their community and prevail.

Five more episodes from the first series of the CGI-animated franchise in which the Autobots and Decepticons return to do battle once again. This time around, Bulkhead and Arcee have to investigate a strange energy signal. The episodes are: 'Operation: Breakdown', 'Crisscross', 'Metal Attraction', 'Rock Bottom' and 'Partners'.

Through careful investigation into the role of eco-innovation as a catalysing factor in the societal transition towards sustainability, this Handbook proposes more appropriate measures of innovation as a driver of change. It examines innovation from various perspectives, including labour, trade, the circular economy and energy, to illustrate a more comprehensive picture of its impacts. Chapters by leading authors from the sectors of eco-innovation, sustainability transformations and green and circular economies provide a meticulously balanced observation of innovation at local, regional, national and global scales. By featuring case studies from across Australasia, Europe and Latin America, as well as empirical work and modelling exercises, this forward-thinking Handbook links innovation to a range of interconnected topics. It imparts new evidence to offer a succinct conclusion about the potential success of certain innovation and green industrial policies. This enlightening Handbook will be valuable for scholars and academics studying economics and management, economic and social innovation, and environmental policy. It will also be of great benefit for those analysing policy and industry professionals looking to learn more about eco-innovation.

This comprehensive book explores different methods and approaches to legal comparison, considering how they are perceived and understood by the reader. It examines how comparative discussion can be used effectively in both the classroom and courtroom. The author builds on both analytical and methodological perspectives to provide an insight into the phenomenon of legal pluralism across global legal systems. Chapters introduce a historical perspective to provide readers with the tools for deeper comparative legal research, while also discussing the various methods of comparative law and their usefulness in legal education and research. Roberto Scarciglia outlines a detailed methodological framework for the study of complex global issues, and explores the idea that collaboration between scholars and the growing trend towards interdisciplinarity are necessary to study complex legal problems and avoid superficial comparisons. Providing a well-rounded exploration and navigation of this important topic, this book will be an essential companion for both undergraduate and postgraduate law students. Legal scholars and practitioners will benefit from the nuanced discussion of research on different legal systems.

Scale your data using your existing Python APIs and data structures with the help of Dask clusters Key Features Build and run your ETL pipeline with Dask delayed and analyze your data Translate a scikit-learn workflow to Dask and perform hyperparameter tuning Model a Dask cluster on the cloud for principal providers such as AWS, Azure, and GCP Book DescriptionData scientists and machine learning engineers are used to building prototypes in pandas, NumPy, and scikit-learn but this approach is most likely to fail when the data increases or in production. Machine Learning and Data Analysis with Dask shows you how Dask can help you tackle this challenge by using existing Python APIs and data structures so you don't have to completely rewrite your code or retrain to scale up. The book starts with an introduction to Dask and covers the fundamentals of distributed computation as well as the advantages and possible disadvantages of using Dask. You'll then discover how to build an extract, transform, and load (ETL) pipeline with Dask delayed and compare its flexibility to multithreading/multiprocessing when working on a single machine. The book further demonstrates how to analyze data with Dask arrays and DataFrames. Later, you'll explore how to distribute Python and R code with Dask and build a machine learning model with Dask-ML. In addition to this, you will understand how to run a parameter search a hundred times faster than on a single machine and then get to grips with the basics of Rapids. Finally, you'll develop Dask clusters on Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP). By the end of this book, you will have learned how to use Dask for both research and production. What you will learn Distribute computation both locally and on a cluster Scale and analyze machine learning algorithms on a cluster Create and manage clusters on principal cloud providers Explore distributed computation and translate the usual pandas/scikit-learn workflow to Dask for analytics Manage a massive amount of data effectively and keep cloud costs under control Build a machine learning model step-by-step using Dask to process a huge amount of data Who This Book Is ForThis data analysis machine learning book is for data scientists, ML engineers, and Python users who want to distribute their code using Dask. Beginner-level experience with Python, pandas, and NumPy will help you get the best out of this book.

This detailed Commentary provides an authoritative interpretation of each provision in the main EU Directive on public procurement - Directive 2014/24/EU, and is rich in its critical analysis of the provisions of the 2014 Directive and the case-law. The Commentary also highlights the application problems and interpretative issues being raised in EU Member States, which in due time will make their way up to the CJEU or even require further legislative interventions. Key features include: Updated to include the most significant CJEU case law as of end-2020 Analysis that is informed by the practical issues arising across the EU Member States, as well as in the UK Written by a diverse pool of specialists in each of the aspects of the Directive upon which they comment, with the Commentary underpinned by their collective knowledge of public procurement law in the old 28 EU Member States. Providing a practice-oriented analysis that allows for a problem solving approach, European Public Procurement will be particularly relevant to practising lawyers including within the civil services in all EU jurisdictions and the UK. The depth of analysis offered in the Commentary will also be of great benefit to academics and postgraduate students with an interest in public procurement and, more generally, public law, administrative law and public administration.

Lyrical, magical, tender and true - Michael Morpurgo Madurer is the son of a great lord, with untold wealth, but he is also the victim of a mysterious disease that means he cannot be exposed to sunlight or fresh air. He is confined to three windowless rooms inside a palace, but his doting father summons a famous artist to cover the walls of the rooms with paintings showing the world his son cannot experience for real. As the painter works on his murals, his relationship with the boy begins to deepen until they forge a firm friendship. How can he show this child the beauty of the world with only his paintbrush to work with? Glowrushes is a heartbreakingly beautiful classic of Italian children's literature, published here in English for the first time.

This book provides the first comprehensive appraisal of the paradigm shift towards mandatory sustainability requirements in EU public procurement law. Traditionally, EU public procurement law focused on ‘how to buy’, dictating procedural rules so that public buyers in the Member States did not discriminate against suppliers and service providers from other Member States. Mandatory green and social requirements mean that, with a view to achieving sustainable development goals and mitigating climate change, the EU will limit this discretionary power for public buyers, pushing them to acquire more sustainable goods and services. Based on legal analysis informed by economic perspectives, the book aims to contribute to an understanding and critical discussion of the EU legislator’s move towards regulating ‘what to buy’. The book discusses the role of the Public Procurement Directives in relation to this paradigm shift, as well as various other sectoral legislative instruments that have been revamped or newly introduced in light of the European Green Deal. The paradigm shift is analysed from different perspectives, including subsidiarity, alternative regulation, economics and public purchasing. The book includes novel sectoral studies on transport, food, clothing, and construction, discussing how change is taking place and what its major challenges are for the future. Chapters on Italy, the Netherlands, Spain, and more, offer case studies of Member States that have already introduced mandatory requirements and highlight lessons learnt. This is an essential book for professionals working with public procurement law in academia and practice, and to those engaged in achieving public policy objectives in light of climate change and social injustice.

As public infrastructure, health and other services are being delivered more frequently through Public-Private Partnerships (PPPs) and concessions, this timely book explores these complex contractual arrangements involving cooperation between public and private sectors. It considers how PPPs have become increasingly prevalent following the 2008 financial crisis and examines the applicable legal regimes that are still, to a large extent, unclear to many. Containing in-depth investigation into EU law and comparative national experiences in relation to PPPs and concessions in 7 EU Member States and the UK, the contributions in this incisive book address the weak points in the current legal regime. Chapters analyse the risks faced by contracting authorities in connection to PPPs and concessions while highlighting good practices from different countries that may be considered for wider adoption across the EU. Public-Private Partnerships and Concessions in the EU will be a key resource for scholars and students of public administrative law and businesses seeking to procure contracts to create PPPs, as well as being of value to practitioners and policy makers at both EU and national levels. Contributors include: P. Bogdanowicz, K. Bonsignore, R. Caranta, P. Cerqueira Gomes, A. Christidis, M.E. Comba, D.C. Dragos, N. Gabayet, C. Kroenke, P. Patrito, C. Risvig Hamer, P. Telles, P. Valcarcel Fernandez, R. Vornicu

This ground-breaking Handbook presents a state-of-the-art exploration of entropy, complexity, and spatial dynamics from fundamental theoretical, empirical and methodological perspectives. It considers how foundational theories can contribute to new advances, including novel modeling and empirical insights at different sectoral, spatial, and temporal scales. With the help of leading experts worldwide, the Handbook examines how and to what extent entropic and non-entropic forces and processes in complex spatial socio-economic systems shape and are shaped by their structure and dynamics. Moreover, considering current concerns that big data and related data-driven methods may signal an end to theory, this Handbook is intended to investigate the potential and possibilities for complexity science to engage, revitalize, and advance theory in spatial economics. Overall, this Handbook reaches beyond qualitative generalizations, contributing to the identification of fundamental structural and dynamic properties of the complex space-economy. Drawing upon diverse foundations and perspectives, the Handbook on Entropy, Complexity and Spatial Dynamics: A Rebirth of Theory? will be an essential resource for researchers and students of many fields and disciplines, including economics, urban planning and geography, regional science, information science, physics, and biology.

Unlike some other reproductions of classic texts (1) We have not used OCR(Optical Character Recognition), as this leads to bad quality books with introduced typos. (2) In books where there are images such as portraits, maps, sketches etc We have endeavoured to keep the quality of these images, so they represent accurately the original artefact. Although occasionally there may be certain imperfections with these old texts, we feel they deserve to be made available for future generations to enjoy.

Unlike some other reproductions of classic texts (1) We have not used OCR(Optical Character Recognition), as this leads to bad quality books with introduced typos. (2) In books where there are images such as portraits, maps, sketches etc We have endeavoured to keep the quality of these images, so they represent accurately the original artefact. Although occasionally there may be certain imperfections with these old texts, we feel they deserve to be made available for future generations to enjoy.

Unlike some other reproductions of classic texts (1) We have not used OCR(Optical Character Recognition), as this leads to bad quality books with introduced typos. (2) In books where there are images such as portraits, maps, sketches etc We have endeavoured to keep the quality of these images, so they represent accurately the original artefact. Although occasionally there may be certain imperfections with these old texts, we feel they deserve to be made available for future generations to enjoy.

What link might connect two far worlds like quantum theory and music? There is something universal in the mathematical formalism of quantum theory that goes beyond the limits of its traditional physical applications. We are now beginning to understand how some mysterious quantum concepts, like superposition and entanglement, can be used as a semantic resource.